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domain generalization

1517 papers

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Also known as

DGSS DG SDG

Co-occurring keywords

domain adaptation (4578) transfer learning (5442) distribution shift (711) representation learning (6174) out-of-distribution generalization (403) data augmentation (3037) semantic segmentation (3179) zero-shot learning (3637) vision-language model (2235) few-shot learning (3390)

Papers

Understanding the Generalization Benefit of Model Invariance from a Data Perspective NIPS 2021
Efficient Generalization with Distributionally Robust Learning NIPS 2021
Test-Time Classifier Adjustment Module for Model-Agnostic Domain Generalization NIPS 2021
Model-Based Domain Generalization NIPS 2021
Cross-Topic Rumor Detection using Topic-Mixtures EACL 2021
Unsupervised Out-of-Domain Detection via Pre-trained Transformers IJCNLP 2021
Enhancing the generalization for Intent Classification and Out-of-Domain Detection in SLU IJCNLP 2021
Demoting the Lead Bias in News Summarization via Alternating Adversarial Learning IJCNLP 2021
Are VQA Systems RAD? Measuring Robustness to Augmented Data with Focused Interventions IJCNLP 2021
Learning to Read Maps: Understanding Natural Language Instructions from Unseen Maps IJCNLP 2021
Linear Regression Games: Convergence Guarantees to Approximate Out-of-Distribution Solutions AISTATS 2021
Does Invariant Risk Minimization Capture Invariance? AISTATS 2021
Pretraining Boosts Out-of-Domain Robustness for Pose Estimation WACV 2021
Representation Learning Through Latent Canonicalizations WACV 2021
Illumination Normalization by Partially Impossible Encoder-Decoder Cost Function WACV 2021
Adaptiope: A Modern Benchmark for Unsupervised Domain Adaptation WACV 2021
Automatic Generation of Contrast Sets from Scene Graphs: Probing the Compositional Consistency of GQA NAACL 2021
Generalization in Instruction Following Systems NAACL 2021
On Unifying Misinformation Detection NAACL 2021
Selecting Data Augmentation for Simulating Interventions ICML 2021
Accuracy on the Line: on the Strong Correlation Between Out-of-Distribution and In-Distribution Generalization ICML 2021
Domain Generalization using Causal Matching ICML 2021
Bayesian Attention Belief Networks ICML 2021
Predict then Interpolate: A Simple Algorithm to Learn Stable Classifiers ICML 2021
WILDS: A Benchmark of in-the-Wild Distribution Shifts ICML 2021